{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据plc，识别工况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import joblib \n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from itertools import zip_longest\n",
    "import os\n",
    "from joblib import Parallel, delayed\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_sensor_byid(df, start, end):\n",
    "    '''\n",
    "    描述：\n",
    "        绘制Sensor的Current_1，Vibration_1的图像\n",
    "    '''\n",
    "    plt.figure(figsize=(16,6))\n",
    "    f = (df['id']>=start)&(df['id']<end)\n",
    "\n",
    "    plt.subplot(1,2,1)\n",
    "    df.loc[f,'Current_1'].plot()\n",
    "    plt.title('Current_1')\n",
    "\n",
    "    plt.subplot(1,2,2)\n",
    "    df.loc[f,'Vibration_1'].plot()\n",
    "    plt.title('Vibration_1')\n",
    "\n",
    "def plot_sensor(test_no):\n",
    "    df = joblib.load('../2.1preprocess_train_data/concats_more/concat_0%d.lz4'%test_no)\n",
    "    plc = joblib.load('../../刀具剩余寿命预测_新数据/2.1preprocess_train_data/train_plc/train_0%d_plc.lz4'%test_no)\n",
    "    plt.figure(figsize=(16,6))\n",
    "\n",
    "    plt.subplot(1,2,1)\n",
    "    df.loc[:,'Current_1__mean'].plot()\n",
    "    plt.plot(plc['csv_no'])\n",
    "    plt.title('Current_1__mean')\n",
    "\n",
    "    plt.subplot(1,2,2)\n",
    "    df.loc[:,'Vibration_1__mean'].plot()\n",
    "    plt.title('Vibration_1__mean')\n",
    "    \n",
    "def plot_plc_bycsv_no(plc, start, end, apply_cols=['spindle_load']):\n",
    "    '''\n",
    "    描述：\n",
    "        绘制plc的图像\n",
    "    参数：\n",
    "        spindle_load, \n",
    "    '''\n",
    "#     plt.figure(figsize=(20,10))\n",
    "    cond = (plc['csv_no']>=start)&(plc['csv_no']<end)\n",
    "#     plc.loc[cond, ['spindle_load','x','y','z']].plot()\n",
    "    plc.loc[cond, apply_cols].plot()\n",
    "    plt.title(*apply_cols)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 查看plc数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1.plc_01"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "plc_01 = joblib.load('../2.1preprocess_train_data/train_plc_RULR/train_01_plc.lz4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_plc_bycsv_no(plc_01, 1, 48)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_plc_bycsv_no(plc_01, 1, 48, ['x'])\n",
    "plot_plc_bycsv_no(plc_01, 1, 48, ['y'])\n",
    "plot_plc_bycsv_no(plc_01, 1, 48, ['z'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2.plc_02"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "plc_02 = joblib.load('../2.1preprocess_train_data/train_plc_RULR/train_02_plc.lz4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_plc_bycsv_no(plc_02, 1, 48)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_plc_bycsv_no(plc_02, 1, 48, ['x'])\n",
    "plot_plc_bycsv_no(plc_02, 1, 48, ['y'])\n",
    "plot_plc_bycsv_no(plc_02, 1, 48, ['z'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.plc_03"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "plc_03 = joblib.load('../2.1preprocess_train_data/train_plc_RULR/train_03_plc.lz4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_plc_bycsv_no(plc_03, 1, 48)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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l18i0wGA23P/SpvRKgxhiZx27QMYw3ZV+amUSbQgPGNvdtV6LFmG6POFtQ9Co8vj5UrvuNMiLvKmtoMsBtI1sTtBgiteQTJve0Uftwk9qUbeNn4N7G8PT6G/Y0YVOwugPAOt31C+74ZCVCAYUyuTNvuuVvTRcjv2bMLzF7yBbpYY2lR1dMUPL885s7Rza/trC9bBKcALTYmLzzU/qtznaibMK1AKrI+rGsODr+niKFuexukZhBOZutTF4zg6iusnhSLYRKN2keBEFZbH6JiGhcLuk9cwr2xPzdkdXL657YJV0OC5uf961D+O+lzbhQEJ1uWTVFrz9Rw/i2+88DGctmpa4XjRKRuCBJ9dsw63PrMOx8yZEZZzbj6xTWLWpAz+5fwUuPDb2hMiyNt/2zFqv2DOPv7wVy9bvwv5TR6VX9sQ/1mzDnc+uU9wWs+yelm3Yhe27ezBueHIHOJiwfkcXNu7sxkHTxpDXxw1vwsad3dGipC5U9I3Z1mGWCikeMXFk0j6VdghLHotZIkh/cBwxA5DrO0sElKRk0tlz+tdUpJPFFO2AvoVJGcYq2uuMmcMeGPDN3016EH3plufw60fiswfy2ETQvKVE5GRhuF+yekvJCAYbzvz+AwCA8SNi978q56hYzyomIfTXO7uyuesJfPgXQbamtKP0Am/7wd8BAL/98NG5+qVwVnhvfvy+xVGZb7gBADjlm38FAFxxxgHFDCwDDviP27C7tx+PXHEyJhn09kd+8W4AZhuRWDConaBpwWtqNM8jvU2gGrLqMYygxiRoBtfNbWMasRSbRQNISS4mOjbylGpI/L7QPhvTEZICMxuL5fuaeBoZbASbtRPe7hITwjHUxyOytBFkwEMrtkTf86g/bpUSg+TRPfqqUVZ55In1hZybNs9vcvVeqQVE30tWmd050xAbbcO/pWumoG92/XTyb7K+y2JuuBZJLw5MC5xjxabAHpTFFhTTlXfsJomAHoc87+mdPyMPmiXrqWWmn1zl/jaC0dqZEVdGIns+1QMlI8gA2yGYgYD/ac7ajAPIt/jLoCI/DiVE+naNIQBxfH9TG/Kars9PcX20SQuxx46hLbGLTtIAJoehJRTVkOPWKGKQDn3BYKSdNKrV4DUkSwRJtZXdWGz+BRzm++4KX2N6Le15MkpGkAH9TpM3HbKxuJ78pJaTS17A8/ymer0AtRpDrGZJLswjDMZ96yKjM4KU+lZSxCIs/60u7KbhxFcor6G0BZNikBmEGNpryEBTp2FURRl248GBMssgHeDKKEWKT1vMqiJRMoIMqGZwlwMCF1E5w5Qct8RHn97XX1VeNN8DU7KXU9FhMOR0gFlsBAIjHQ5g2dDUEIxDDxPggyKEkqph0aWQ5rqYLDPTsHVHMSf1erJuok417ovyGkr7vfTYzaohCuYQE7GO303iUMcVSw7JA2W5zxE4Nm8N14ZSIhhEuPHRNcrxe5lL+0yMQz93Bw648jbymiuZXd19mHfFrfjEDf+IykTyE+qUc29/FbMv/zO+eeeLUl/ZGJkOzjn++0/PKtmpmHLdjU5vfxVX/fFZxZ866yJ8wyMvo6O7D/tPCZjjkXPdDOkAcM/zG5QMVJR66vGXt0ZZumzQD3a5qVtoVQXVJtCbE/1q7cixGcYh+neZ3xwxI8myOFLeTUZzhOEak/6njM6MQeE4CcZnuIEWs0juA2G+t6qplnpcCaXXkAMuu+kp5W95B5Rnh9AlBaBypbI1jIf+xyelMMOa7lOGiF/yHUPo4zwT+7HVW/GT+1fiJ2FGKMDs223DR3/5OO54dj0eXRUb4bOI4Hc9ux6X/+5pXP67p3Hy/pOCMXjQ+cB1jyp/67uxlzd3Rp5XaYi9hpLXbEZRqowxyqedO7mI0v3Y+3dxBw1oBPeHDJHt2L+Lakj25JHBlLmWlEoYmFWSIqUS6RwBtRnvzBiYjxqnC0pj8SCGHBUxj85Q3SVmJ2RrmSZa5umXcn+VI2i60r7j2SAgl4hdo7d1pSOH8Y1fdre2VB8VTSLYsNP9pKe+W3aRwmimoX7K5TTjSNcNGW0EkaFZHpOF2VDMjvi9pnaufXFOG4vlk8V6/eC69htdBAJp109dN3l8mZCUurya1w0lI8iAQ+RDRDke7OkHTSmCjDWzFaXeUGwEOfrVF0oAmDY29rt3pU29zFnsMCOkIGomlYoJVL3Rmp3C5wS5vti6DMO6wyc4gW1RcfEaMvXhqle32gjMzYwSR5Y9iXgiclsRmkFX5SRvYcp9IK6PaqVDiLvCOTprnRlGyQgyYIx06jWLakhEfZw9IU7Nl2fBUnSiGihGICc0yTPhGgnarbIB3JE2JbXIi5zrECk6rm2perp+1sduYTf8ureJ4wJpqiEDJdtuNllHrUQxFlOOXnmR9T1ZrC7O6ZKfiaSJL7eFJ64bGhgpWaZJK5QbrUC9jMUC9fKdKxlBBuQ9RyAWZ7Wt406BqBfpNB2njYtXiAvoBdx/BadGXSVe4FQ6hH3C9ee53AcfDw7TqV3bmOhEKfoXOx1SXaOBCnthLDF4LwYB2IL6lERqu52me22KtRQYxpPXGBgppZmmoC6dmYztkURBjKXejKBeKBlBBlQVRuDfXszdHbv9d+bUy2Lf4ZgZRy0guz276uepBVZ2s80iEcQ/sThR3IsRJP7m5HdbG3lcCXoGvbl8Pe1awkaQcVr4GMQBLfyzVM144tpAizFaNWTyRHKZEpxzTCBiOAnkD0Ptt+Hb0lGf4IslI8iAqmHSuUKoHKqEbtWG/iond1821RC5q8l4DkLG7p5+Uu3kqyZo39qJQ2fQgdt86FSrHM2N8XT2lQjSnmNPX9XLgyPLImtbUJOGXXrMlME3bWy2chcPJ1l9ZFOrUDTlavLz0xqQo1BclY2Lf7I8bYwmY7qtjSt81aXDmv0iC2dF6T5qwcMrNuPxl7clyrdIgaRcHuyvHn4ZX7/jhejv5pARNDb4ncJ903fuI3Mh2D07ktdU45694/4qx76fuQX/8eaFuPDYOBHQGd+5j7QRKH1brwaL67FfuSf6+5QDJuOuMKUftbjYMPczt6h9exiL/2/JGjy4fLO1zsH/dTu6PZK72+LamMZke450SGSyYwDA9k5zJNM1WzvJMfrE5+fSNd+NhaomM+hxDH3JYMzuXsk0mjoDsNw+pb6MvF4/rhKFYIr1OlBWMgIL3nnNQ2R5a1O8c3F5sJ/5/dNkua9kYUqIY8rRCtAvUJ/HiyuSbX/t9ucVRrBSOnglQw03YCeuJ/KW+UoRUgvgdl8/9dunUuv4MAEgo9rFsgOlVE02kraT2ZNHt2L15k5SynAYkjIGQGfa6eCG7/Y2yZqBjSC8bmAudsmIZnw2aTJ3rKFcrWuH3KohxlgrY+wRxtiTjLGljLHPheVzGGMPM8aWMcZ+wxhrDstbwr+Xhddn5x1DvVHUOYLCFjubREDWt1+XIRZ2d0O0+6KwapMaBVWu73NfTS+0/FlvJMefziDt7qNuu3XbIqZXSjAXj4VPLicPlNlUQwb1oc9Bu0QdY1/J73Zy3Po+URu/Tbu68e4fJzeNj7+8FTdJ0XjFGDjneM9P6E0mAPzg3mVY+koyR0EtUYSNoBvASZzzQwEcBuA0xthRAL4C4Fuc83kAtgK4MKx/IYCtYfm3wnpDCspOPsdK0294IfzHEy7WaV48ZL/2ju95IUhK7hoWukq8eCbcvnSd8rdc38fWQKX5dNGVuyJbys2kKicNZA5dA0MLdq5+C3A8MlVFoperZSYatGrIRiuVplE1ZDpQRm9Q0phL2j2KmSnx7hDP6OZ/vIq/E6pF+hR68FseWGZWRX71thfwmyVrjNdrgdyMgAcQiWqbwn8cwEkAfhuWXw/grPD7meHfCK+fzLLmehwgFLWTr3ro6q10rLuvZJlPasEWkwHP3KP0zU49md1L2mV62AgaiXgsRUoE2eLta39brgn4eKRwnWjiunknb/Ko8jWOiku+GxqTRGpjEGlkTeogSmVkMxZzHhNwNZ57PTeH3zIQKMRGwBhrAPAYgHkAvg9gOYBtnHPhH9kOQORbmwZgDQBwzvsYY9sBtAHYpNG8GMDFADBz5swihumMp9u345O/ecJ4XXUfNT/W/irHzU++gubGihJyOrru+AK9tH4nfvHQaqfx6EhlBJZ+d3T1RuOeEx5+W7OlM7GTN9G2zfhHVm7BfS9t1Erj/YArs+2vcmwi0nXqHiImvLItmfdXxlPt2/Cp/0u3IST6T4wnnflS5cZFy7CguHjEmBdcj529JJFUCZdhF9WU3qftQBktETDSMCbqMqYnplGvmyQgmzSZd2PBMThymOgohBFwzvsBHMYYGwvg9wD2L4DmNQCuAYDFixfX9c597Y4XsGIjbQwF3NUfv3l0jdFQDLjvNN//v49aFyzbGKhJ53ro68Sv3YvNoR+zeN/O/99H3O+NmTTO+Z8HiVJJIqhSpUl88ZbncK0U9C5uE73tRqzYuAsnfeOvFurA5/74LF5YTxvpbUgcKFOumdqYyxJeQym6bBuzMZ4j8CDEEc+JfmI+2fmAYfduaUOBSWNQ6ZikIYexpbzbrrYaE7JkOasHCj1HwDnfBuAeAEcDGMsYE4xmOoBXwu+vAJgBAOH1MQDsvnt1Rm+Kh4i8W7Vxd1MKSeEt46oH76OUx/J4IhuBtVpc31EltVk+zBLS3mZxS5THAvjvnsw2AjOhm+UorAQt2xDWbLVLA5xn370lJQKHNuSOnKYHGM4dRGoN02LIjTS9n1f4SRuLHaVU5/uSrKicJDcyV2KuGxihTsvHZuKKtDlVdH4QVxThNTQxlATAGBsG4FQAzyFgCG8Pq50P4A/h95vDvxFe/wsfqF9vQNoO0PVkscndM2rreAp3/Y6k6kMdj/kaqRrKsFgLf+bUk47K5tDvscq1Xb2PNhJqIbmNbWpt3mW/rwDwBHGOxAW6AZVckPQ25G6TK59xuUk1ZAeHmVmQ/Zvo5FB2m3bvZmOxQTUE2kHCtKvXNwf0/ePS/Ulez52hjNuzjg3USliERDAVwD2MsacAPArgTs75nwD8O4BLGWPLENgArg3rXwugLSy/FMDlBYyhMHDOo1ysJqipKs1PbniT/VSg64JsPHEZwiYRUC93n4exWMDVmp/HE0oeq4sdw6pac5AIXDB/0shM7VzVD85tiL+z7J/k9ZuiSdV3HZNcZv/9GUUPDYzJPkPJOW1Sz9mkpjStaf5zBPbt0UDtiHPbCDjnTwFYRJSvAHAEUd4F4B15+60Vjv3KPakGRJfd6sU/WxLF2TfScViQP/TzJaShWUaucwSGXehXbntBKWMMuNHBpS3NRtDXX8V+n72VbPuiJEGpMe7pvs78/v3GcaQZLb/3l5fw9TtepC+GeMv3zPRTwc1/mnfZZjIJfT6nF5S0E9Uc3IsT2eIi2RLHuzIQJ5UZaL26UTWUshmJvYfosXmFA/cEt9x+eWz1RhlrSEMaEwDcbARpTABw8+e/fWk6HaFion2qk3TT3EeXb9yFH/11uVLGwHCZwwncNN1+V1/VKF5PHiPlMnBQpTxjOXSTZiNIYwJ5ofdLJfHRYQ/xQOxuyUVOXDcs4LJEkGBW9h1ygo5tvNbFLp1+og1lI4A9vpa+qCdUQ2l9ExVo9VkxEk7KpZqiZAQZoKSq9Is8ACCeXz7+/DbYVUPJsjS1S0d38vCY80mPlJe82/FgmquLa9owBmqHpS8YzfJZB6Mhlyo0X8u6czXaCKgDbWYy5LVt4eE++4GydCav1DftohmLNj8klUQ7VVoxScOi2GaMz4qAEbs/tzJV5SBG3nj+osXa7XHqQ4pMn8WoZBqPubcYaUHnqJO6rkhzibXtjOV7INejKNqysgW0zOJ/PaA/TyXAoKmNZbT6z01XMViugb43tERgYFoGdc1wl2iZnhKBqQ4z1DHp+V2Mxep1N4nAB6b7Jl8fCJSMIAPyTgaxWLaNaJZKiQXbsR9nV70QaecIqPDSpqQhNtpUoDbXHWZLSmC/3hRRTLR4JcVFtFbIslund+Rc+UyjkzZlFAZCMBdXeqZy4V3mbCMwV1PqmOrRqqH4nlFxjWx2jFQG6zBeG2TVnOn6QKBkBBJue8Z8YlZG2snix1ZvsbevJndk1C4KkfhzAAAgAElEQVT88dVurosdYepJOtMXVRYX6gt8R3cfPnnDPxJtlm3YlSijoJJTaa/f0YWLrn/U3Fi5r3ExZSz/wT3LE2UUqUmjkklG3vitv1nbFgFqB58G22LvrRqy9GGyn/iuQVn6B/wXO3PyerWOTl9fdJOhwe0ygStj9Pk9XBvrYEEZhlrCh3/xmFM9xUZAPNN/+iF1ajZGNdqRxI1bGlWResOOLpxLRDSkYIsMmmYs1rNC/e6JV7DJwb/ejOQLKfDLh1ZjufOJbfPL0l/luPrulxxHofVR5ZlOCntDZwQOenE6MU34STJ0qn5ybinXLTtSnwXKLCnY+5fHaKOj1qfvGZNmvknKoFRGaczV5miQ232Up7iPlhLB0IH8sLKoiarERNTpmNL2WcflWGZT82zLmRrPxiR7+u33ymQg1u/Nru50DxxBQB9Dp6OxOi8yGXLJ3aZNNZRFIjAv1r673ayLFmXAzQImx5gg6AefMgMWn247fppR5AM30I2vDwwnKBlBBuT1aKlGi5SZDqWnT6Pnes32Io5V7Bb+kE9B+05qk8pN/wl6QhsKydc/QNqZjKKgjznFLAPAP3ig1aslZcdOVaE3EtkWJuuuVxmPAy1OEzQZi+N+OLmw67YCvS+dYcgoInl9Lc8pZEXJCEJsM8QFouAaB8cE0SSv95FTW+KSHCZCX0xMIRtcMWZYU0xbDqHBeZQi0QSTFJD4ea6LByhd/QC9aQ6wSXSpRn+9vuEmyTvSJLNK2zTY6yr9WyUJMzMytCDryfkITKo3V4Ykl0Xjc2S+PkgLzTFQs7O0EYR4g4cB0RZr6F9+kzS0mtqbXohqleO4r97jMR7zNeqSkuRdqtC+tRPfSdG9p8H0Qj6ycgv+/NRaa1tT5jd9wTvii3c7j0NfsD5xgzm8eJFIRguVvnssrvGaRO1O/ccl70iTOYuJ+iY68uA0+hRtqk7wPf1HmKrIqSqTg0PCA0h3mzVtoGxClS0woAvS6ur065WopZQIQmzw2AkrPu7ag/v9E6/o1ROIVUNxmUxni4d0Ird13TWaoo+u2ZLf1dIUovu5temp90xSQJZdkkkisGWGKhKJMRMLkg678Ze4Ri7E5vpiHEaJgKqewQ5RNJRdugymVdK+cmj3WvvdpnuapjrKgxSBoJQIhhLk6IFZdmWijWnh81UT2cZAhY1WJBpJfbOjK/tBMgH55ZH7+cXDL6e2VZPR0HS8x5O5ZT5Yh+ypbjE1sauGvLv32u2mPhKblJqByVP1+vq5Nd6RqS9r4pmUMeU15ppcYePruchnRikRZECrFFU0j85ZVX9kH49tDK1EBFQleqo0sZsa8guiJonA5RyCSR2Uxw4zWGwCLnprsjzj7tSofkJ8yMrlztjo2MpdF1NXYzFVr5/zKAw1Lc3QaiibRADD/PUZrw0JKcXSP0CH2a4FSkaQAWnnCFxh2vX6TjZbgpVU1VDB66RrGs+0tnJLRVpyvOGi1mBJC+i64CXKtE8ZlAdUmo5eUU1oVeh7ZZNSLNcKlAhM/YxujRUa6oIvt7QxYNM9CsrTDmMKdPe6e6JxDuyyhFlZvUU9Z1Ov+VsyAgD//adnveqrC1b8/d/+70kvOvTkhbfBdnzo8unqa25yf73guiVe/VKgwlA/tMJNL6/aXpI0OeeY+5lbnGhRuvK7n0uP5FoPmKQUm6uvq/1H3HXzTj6qkpgvPmuOaZfuxPCU+ukNbHp1W/RRfTy6lEgzXvrdFqCYw7fuco9ku2FnF061OKa89XsPKH83VuqzRJeMAMBPiJy3NugqnQ07utDbX8VvH2v3pEOrP37poE+XYQtOl7aAFH2AhUpG/shKe8gNAfmlVsNgVLFxZzd27HY4SKZBpnPh9fkZXVaYFicZvieFs3kNSakquX6Nqm+hZSmzSwt+A+eGNrLahAw3rf8+/To5thRmlvN1cQlzPxAoGUEGrN4ci2+7e/pxxBfvxqd/Z05Sb4JrOsY0rNps9s+nFgs5F3H71t2YffmfU+MjuWKdFFGVOkFtg6z2eap9e/T9u3cvw2u/cBde3mI/hyBDpAnlHLjst0/ihkf8mGvRcPGd904wRNJI6cPSj0+O3rRH6stA0kC1UZLXK5Jo8MfqLZ12dZvBOG7z1CriQNlgROk1lAG9krV1d2+wS71jqVvAOhlyoLla6QKpl1s23N730iYAwK8eTs8+5oKRLY2RK67vT5KZlnxv7gpVOut3dOlNUsE5cOOSdty4xE9aGyywqYasO2vTYi+pWfQaPvH3056tdVNtUIma65t1QzZb6j5jh2mSgrrAmyQq25jyvqcdLuFRBgB7vUTQlTP2TFdoKNrhkIFKhxxoTsyvB5ZtyjwWegeT1iaocNPjxSyUfYohPfi+9NXtpuoK0l6yqzxtOS406wU31ZB5R06rhiz1jeOw+Mmn6Mypq9ngr5qk8lwo0Udl6tLvowzTNnUb5WWkXHcarRmNHqFjAKCnvz6xsfZ6RvCNO15Ir2RBLh93wsPmQluYZgNsuyJqMk8YGYdm7nFMfuMKyhDtkrZTbzthZBzzSPw+H9VQNAbvFv7w13nT9ekdebhoUfWJRyd2nMYhcWkhdBiX+afR/vBGJmOg6epNRb1nTFIOpYW8kP+w2gik30V7DaWP1wpPd9DtGexiWZCbETDGZjDG7mGMPcsYW8oY+2RYPp4xdidj7KXwc1xYzhhj32GMLWOMPcUYOzzvGPIgy+IiI8/EUHMWq58+8NUQ7OqO1S6Vgv2UVUbguUBK1bMYhikMGonAYfHzDzqXLEzzMuEwz7VCVUOONoK0+FNBfU4zAmbwGjI4YegM0MTIRD0yMVTe+eTZfvzwpvRKBaAIiaAPwL9yzhcCOArARxljCwFcDuBuzvl8AHeHfwPA6QDmh/8uBvDDAsaQGeOG54u2mefAkrwZF5OPyuqVB9QL1OXh9+yLvhxnLOQXryhJpR58wLcPU74H6oxEvHt126075SMwLu6UKsTCnIxX7JC72WfMMKf6pGrIMBZ5oSdVcuEXY6whi1STdzoNjm1JErkZAed8Lef88fD7TgDPAZgG4EwA14fVrgdwVvj9TAA/4wEeAjCWMTY17ziyIu9CkZaj1963tGiG6558SMafnlvZqJa4j6LPLfZL+oo8YaiHSSeibYl30lCPk8WuaTwFqNPeaXRsiz5Z32tE5jZGpgHTvQ3Kem0uzdZDXjS2EqFSguijdkJk5rLwb5ONRTgqUKo3p1wYFvhOx3oxjkJtBIyx2QAWAXgYwGTOuQg3uQ7A5PD7NACyi0p7WDYkUZhqqICxUCBPFtdwceyTPKp87408LHmMeaSD3DpdB7huBsSiZArlQdGxqQxtqhzzAq7n8U0ulC4wZdoSNGz3REm65NAn5yZvG0aGYJClqK0dMQPR3ULJIXIeLfbUe7Izg1OIQn6QygSFuY8yxkYCuAnAJZzzHcphD845Y8zrDjDGLkagOsLMmTOLGmYCRQSRyop+wsOmiGly+9J1+Lcbn0Q/52SmM/kFKDqUSV8OG4EMuenIlsbMO7F6vHiujJXz4H5TO02Algjsyev9JQJKXSLmQJHSk42Sr+cMBzCSkJRVr6GkLQCgQ65bvYYAjG5tArCbtBG0NuXbOw8Sk1UChUgEjLEmBEzgl5zz34XF64XKJ/zcEJa/AmCG1Hx6WKaAc34N53wx53zxxIkTixgmibyq6HyqIfmPfOOQ8fzandjZ3YdTDphMXpcXrjxqFwp5s7cJqGP0x+JZ47B41jjjolsk8sRUkmFLjkQ1oZIIxWpwg/5bayfX2rQr2b9JXcVBR7YVcDV8uzBqY/J6xHNDPnciS0VZpJZIdURczzufBikfKMRriAG4FsBznPNvSpduBnB++P18AH+Qyt8Xeg8dBWC7pEKqO/L6z5OeBa5tCYmgCIiX6wPHzKav13A29ighujmWbciWKF65Hxk4wb++YQHGjWiuj/uoZz3T3oGUCDS9tgyfdKYxPa5JBPFflMPRVgNzSvMmsi2YvnPdZI9gjEXvn2xTEmd6dLdTnYJJteYbdM4Hg8WLTUcRqqFjAJwH4GnGmEjP9RkAXwZwI2PsQgCrAZwTXrsFwBkAlgHoBPCBAsYwYHCNhkmBtBEUME/EkEwhbJXddg2j3HIObNzpl2Qnait9z+riylAfYzF33CUGY2HGMbU0VhIeXbYdfmB0Vnflab+Xc6C5oYLd1X6FPgC0NiaN2DY1TmOFGSUGex5tdTwuoKox0GPu7qVtEDamGteRzxEQEkGdF/J6ZSjLzQg45/fDPN6TifocwEfz9jtYUFQY6j8/tRbnHjETO4s4gs656lGhoV6Tucp55oVYEQgyvg0Vxuqiky1KNWQ9UOa5O7W5IZvup02NQo2LjvwZNFixqSN5UWqr99nZY573RtWQ4RyBuI/9nGuqp+D7TksCpn4e/wYqzHdu54PBKRCUJ4vzIo+NQG57f47QEjqq3L6TqKWxWAZHMfM+6xArlfowPWdjcfjZb6puISPrwON+zSS2dphVOoqOXvnuvgPmpv45sGLjLnzi1+bc0N/9yzIA6txbeOXtxvr/ftPTpC1BMRZLl8WYH1m5BY+t3pqo84uHzAEIPy+FMaFOxOfRAMhjG2woGUFO5HmwRbs2xuEIuLM6JYue2Wc8Rcz7rCQYWM1fPM6593M0SwSEjSD8HN6cVIHYYuWMHkafSNVP6ab59Jt+2s6uPuPvkCPQUvjrixsBCInN7eZVq8lNiyl5fXdfrBq69ek4GKSzLcdSMY9NMI02WT9Xb+4oGUFO5JEIaoUqN4vNOmq5TnIOcifni6zJOTg41mypffx314iSnAdBDtcbFkpqkemvBuq11USocdPc669yY+iU/qpuLA4Of23t6PHjBLDMHce9RQNjXob2BFlD0LkHlm1O1PGRfG1jqlY5yZRd8beXNmZuW0uUjCAnBiEfCH3D3Wa+KdxBEVi/o6sQRpN1jFs7ejFpdEt6xZw44ev3OtXj4HjfTx/BEkldoVwn7tV7f/Iw/vbSJnzhlucS1+i5x/H1O14wJkl6y3fvT+j3L7juUSz6/J3kAnjd31eRdEyH4nwetw9/5zwp5QbuoyLoXFCmn2gWLbykjxTX16aG7Mvmi+vTc3cPBEpGkBODJTm6DM658pLYMMwQ7qAIDG9pLES0bRuRLR7U1LGtNTcW+9J3zdYmsGFnN555hQ7jbZp7f3vRvOvs6OkH56onlshJQS2AfyVoNTWwQs6f+BrzE4yAJVVDuw1h5SvMg0mlqIbkQ2p7Cva8X1RnDCbVEJc+XW0ERsNlAQj05/k7mDgq266+wWMXWEvEJ3eztTfZccx+8HZ6Vc5RIcbU5zgZZP99qn9XJtHgoa+pGryUon7D2b+DMKoDfgcnraohzr1PRg8FlIwgI8SkzGs8qgWqVftLo9et2Ti438uuQ7xvWZltxbJg1RN5Q33r91D86WN0lsERqw5li0Gf47FZltKHq12IeezSdSlGjENPVakPS/zJWDH2sCoH1qYYw4ciSkaQEWJSDoJ1JgEhEbisP7WUaKqEXtcHYiecdTGvVFjNbTgukUfz7h+T3jIBTF5GabeLSwxartvrKBGkqXRcJYuGivvqHDAvtczVIUL05c50zDWrVV5TdepAoWQEGSFepCIX0r6CYvBXQxuBU581lghe3Z7da6eS4x4HLrS1lXgA1VXRhLybBko3DpjPg7io4yLVkFTW65gLw6YZ4eB4aYObQdRnk0Abi6XAloZ2TPvcTQRh1GHbeFQ5xzHz2lJpFIV6bTRLRpARwuOhSNVDUa5lnLvvlGqpQ+ec47LfPpW5fSQRZFnMedC+1ucIqNOnOiIbQUbTub7wxuoQLtWJmY1LqORKRdSPafS6qobsynolzWgaHS/3UUIi0OUt0+MWXkMuOcrtcZLUXON7CvZqRpBnEYxfvOIWmrykYj0pT3Ufzat2sUEsXHl343mkLqEeq7Ux3yVXQl4bQaWiSwTBp/zT5CrrdqTrsKkxuaqG0n6O+2FG9zlvshHE1+2EGCEBZUUtT+MPFPZqRpBnjcijtjAhj3+yjGARtE9YscgufXVHIX3KEAfA8nokVXJIBGLhqDUjsIViFqA8dEygdtP6YxQqETV4oN/GhFIN9Vc55kwY4dDWvhK6SmE+jgRc8nSK4GEjEHPJZWxpdYrO8z0YsJczgjwSQfBZkFofADAsx4lFGVUHiUCotqiY9nkhaOeVlho8Xl4dwkZQa68hl7G5Hu4LaydKjDkBDBLBEXPGp/ZisluY0mgqI5T6GqUljHExVsd0mLO6jHKJdjnNIO69MHC7jC3tmebhA3Ka2MGEkhFkRAOhY82LonYawW7YXidr2AYXiJ1eXv28uB9ZDNo8tBHUWiJw+Yk+aglqCuihqak60cIO86lfpT4lEgBodmkrDYCas66Le0PF/UAZdVqeCjpn6js4UKZHIzX3ZUOe99R3Y1Kv1JZ7NSPIs07l2a2akY+WmDTtW3enHuyp5ZmY+N7kpRN89mfQMQlf+Vp6RQFuc8jHnkQ9F1PcIBlyswYHJh/zAXVMLguVPEZ9TeScO2fxsgU8/NxbD8THT5oX/S0fgov6ho+0ZebGnz59f7zxwDibX9qUybNf892Y1MtraHDKKQVhe2cv3vfTh5WypoYKrjrzICzcZ3Su3aKYgEWezC1qzWob0YzNhjDEArWMOloUk2zIJRFwL2NkVrjs2HxuNcW89RAbVomAu+UENu1q3e5X3Lazm8qJ7W50NlU9/3Wzsa2zJwpZTXnCKXnRU56DOLJATaUPHb8vuvv6seCzt4V9pdsITlwwEfe84O/l5zsf68QH9myJgFWAcSOao3+jWpuwZPVWPLIyiE54/NfuyUw7Un8UuON8x48eLIYQA6aPG2Y3FteBEfzluQ0pNe2IjMWZbAT1Mep5SQQA5qYYY23JXqI6BLOQ2zmphgw2AjcmEn8f3kKFx04lAUA1FlPd6r8zeZ4iebLYhPgZaPeSJftKtRHYu7LCWzVUSgT5Mbq1Cdd94Ijo786ePiy88nZ0hb7fVLJuV+Tyca81PBanWkDQNkXZdEUkWWQ8R1AXRuBQhxkWXbIugCvOOADLN+7CDY+uIduREkElXuj0+qcdOAWHzRyLL9/6fFQW2bg0Ogv3GYOZbSPw4PJNxvdDvq8Xv34uXli3E3/4x6sRPVe9dkU6R8Ao8UCxASQPlFFSgk5CLOpCItCvC5rqgbz0cfs5AMTwXy9KG0HhEAdBNu/qxjn/k2/3LdSwgynjUGwwSz9+X8sIikUF5RKLVSbVkEdynjxw0fsrRs3UugwffP1cnLpwsrkOURb9Vp7s4+Lj5yYkkUaDs0NTA8N3z12EBVNGWcYYf584sgVXv2uRcl08rkOnjzHSAALmJfqnpBh9cdYf55TRrdF302MQ77zwUNLfV+peyvfkoGmjiXHTfdUC5cniGkAsLD++b6V3OGAd4sUbTIxARppjXU0lgoIYQZ6YLpwDWzpql2sh6sehTnQ7PDyMbH1Qu1G5hNpY620qBokg2iFbHQ3MXkOBHj6g+p6jZgEwu0zKx2aqHDh0xtjEuCO6BGNvaaqkznNxNeKTJolA+w0Cbz98OoBA1RrRrOM5gpIR1AgjCvLVD16uwakayuqdUhQYA5oLOByXh1n19nNMHtOaXjEn3O61rLZx81GXq+lN9OQrACLnAC79L0DlsI4lAutwIsg2Jbl/fXfcz+PUndHzMzzGiiYq2ebk+h3dKTGOaIhT1ibDtNDZy4v7zpSMc/VjA0PMfZQx9lPG2AbG2DNS2XjG2J2MsZfCz3FhOWOMfYcxtowx9hRj7PAixuCKfcYOS6/kAMaCvUgt4/nnQWBIc9vVFQWxWJhyyfoiL7Oqp7F4wWSzKkUeBwew3+SRqXQpo6Log1LrzRgfz2vO1YNek0a1JJ6H6d6Ybtl1H3ht9H2kRFuns62zJ7opFTsfUKKYUpFq9Z33Lm2BFpsxIGbI+l0T92FEcyN52E1s5OSeZKYnqstj27SrGx88bq7hVxWLoSYRXAfgNK3scgB3c87nA7g7/BsATgcwP/x3MYAfFjQGJ3zrnYcVQochDmQ1WMC1TxuKUt8oNMWLn2KfcEU+EZwISVADiHv95kOmGuuIBUwsOgunJvXOAht2JNVZHEFWrNMOmgKAztgmwpPw0EYwq214dI06uNXYYPCiQdJ4CgCz20bg6LlB1M3RrU1xfa3i2GHN6AwjfEYCgeE5yguufE6gMdpQqJg3SWOgDs9XqKnE79VVuWOGNSXaUFK+/BNmjh+Oo/dtwzmLp6cPICeGlPso5/xvAHSl+5kArg+/Xw/gLKn8ZzzAQwDGMsbMb1HBOHAf80voBRYwgrw2AsaAo+e2Fb5oybslCrVYJBukF7iYVIbZ26YdqCsKwqPJxlh3Rwtj+knauRODxU6pF6p2FA8bDU2SjiZIVRrXsZ070Fca05xplIy58gKuxwtqqDB0axFZTbdGnPYFhDGYKfQT5wa05+kShlocbmuoVEhDesysDAQINIZMtx7zq31r+mHCIlBLG8Fkzvna8Ps6AMINYhqANVK99rBMAWPsYsbYEsbYko0biwnPHNIthg6KsREwBLuSIv36fXzbi4RYFHr6qoUwmjz3RHhODQaIQG6cByEOSGNvWGQ6A8AYogcrNxf3qKlR3eHLdRiS4Z53dvWG9VVs7aRdRoc1NUS0bSeLAWB4aIeLXTNNv0nYKVT1TKOkYpSh2yNcJM9IIqgw0kaTNsaoL+l7k4FR1QKyZ1QtURdjMQ/uvteKyTm/hnO+mHO+eOLEiTUaWXaIxNmuoXtNEJnEig6FkDqxazCLxa64pz896J0L8tCgYtPUAvEu3VwnXqTDukQdUUYxP9EuYYSV6suxo6hdr74AijzQ+qZh1nj6wFuDlO1Nvq8uvNpsI1BP+4rf1WhwNLCFoRY/Wv+dghFEGdmIMbiAKfe8fj42Q0o1ZMB6ofIJP8Ux01cAzJDqTQ/LhhSEjWCXQxIQKx2mGs3yQD5HANhVqLVYIsWiNHl0SyH081kI3LO05UF8YMncm7JIpzznRmK3mVD1EPXFTl4cmpLryGolfUy6jaCliV4SmhoqERFVHZR+l023RqSPFIu3uE3bwwT0aXycSQe7TN41EZOpiHuTYJNpw09AqMnqIREMNWMxhZsBnB9+Px/AH6Ty94XeQ0cB2C6pkOqCj504L71SCsQCnleHx8BqsiqnkQzGX2yfYoEozlicnQ516rQmiHaz5ipC3ROdbCXqigUtWqAJ3X2smokJCMPs5FHS4SrRIGqc7M+kdjP9jIZKHDJa3hBTZMTYU0OhR2dx1L9NGc5syetNEAt/zHR0mikEpL4EtkZxvGo/wep1Tqko99FfA3gQwALGWDtj7EIAXwZwKmPsJQCnhH8DwC0AVgBYBuDHAP65iDH44N/euCA3DeEiOaw5f5SOoqcTJ3TJiT5Z8aoToRrKcwRfhku8eRM46htiwkUiiPT3VKwg8WlZWGPVTHxNeL3IISMCCUKmTXgNGc4RmFSUjZLnkfxbqdDQ8e+k6wgIr7tqNF+jFhEttb76tyo1kV2gGp5PEPc8qRqyz5GIrlRtcqi3r4tEUPsuABQUa4hzfq7h0slEXQ7go0X0O5Bg4Ua+JWeohp7+am0WrBy626yIJAIU85II3/JMiWk4r8uLmlzEkmh0CAInmm8hosbqQgRTFmL1Uy+nrslj0u/s2OFNiT7E3xTTc7nFdikDEoNRx5vwErIY2QX039Nf5UrukESIiQwSQTy+OmAPUA3t8ZBjpeRBcQuWfqjGTHjjzu7CGVDs9scKob2tsze6NxNGtni3r4ux2EE11C0Sy/B0BjXVcBpadj1VvHYgyuLFjrIR6CtKrIKizxFQ8zrS5UvEKbupS5A8ecwRM1XG6yAROLiPbt/dG6kJadVQikQQjaUuy34CQ0o1tLeiwljuVIhjhjXVZGeRRnN224jCtzRiURDSUmY6YePp44ZFL7tJb2yCvhjWCi6G+dGh+ka4zlF144NcyauREwBhmBb1FTWJ5qLKGEtkOWuU7BbKOIjBCamXlgiSentX9UslrKzTNZ96TnACiXGRTQCo6i5XJpXomxhHaSwugXU7ulBh+XMW10JX7xrcrFaqobw2AlmyiFUffvSCxTDzENz7cVAN2dQ2caHyAfkh6h5QlB049p7R6QTfmzSXzJ4+euKSQwsLSSNwDhWkUA3p6jWT6iXxN0tfjFubKlHwwuDUdUbVkCwFGVRXWZB2TmBIxRraGzGrbQSA/KqhovTpMsSO0GosRjHqGxnKyeIcpOUY8Vn1sZzX21hsrlORFlLTdDGpQ+QKoqm8iFP3h9r16uMbbnByEPQ27oxDXeipNhXVkEWCSUMUAbUqaIVjiMai0tYN2cpvNiyYnAdeW6acEK5zhHLfLWJ6pXkt1SumZckIMoIheIh5VUMVlsc3RoU8lDSKlUrxDKi5MT5Rmk81JDEUgweJC+qi1XVwlVSij4KnPG/zwirCWVAOCnKoa911ljpZbPIaEmNrkUKAS6SV30ONVsT9D74HZaZ3RPca0k/56rTlQHqinl5H74pL9LLYCCiYxpcFaZJuqRoa5Ah2WSx/iAkH8TatvY5IhLe1K4z9yDTjL3l24w2SG6ruSeKKekkELgfKXFRDJu+f6DrihbiVyNNgZTYETWHPMe2k5SZ6Wss0jyRRTxjJTafvxbON7iERQkKtrxbYpKC4nMdq0DDEh4mGqb0+lqzqSgrph5RL1dCghlB/iF3aSftPykZHWuyywDecsAhhLBhZkRDkKjmZm/zyxbsvP4I8aBTBFiY6D1y8hmS1hFk1ZN9lql5DyVqKsVizSDNGqYtoiSCyVbBkGXWgzbY4jwgT0tgkmMBGINrapT+SoUp0KIhcDLqdw0TTBMX4Hn6uD3Md5EHaO1iqhmoMkUbvijMOyNReuEiKB4CGeSAAACAASURBVPXxk7KdVpbVHwBw9qJE/L3U9jpsJzuV8ADS1386PH9IXTm7lSA9utX/qEqHFMZY3ikfNXe8Mw39UNV7j57lPQ4XVIkdow45eT031NUlAnnBEozR1pfCbKDOi0CaUFcUU+wd6meI8W8JcxjLLo0J1QzR3kSTReNVf5dpx01FH03bIFR57EElG6blcfhC0Csit4mrRFJr7LWMQOyMWzNmLBO7XqH/bPQMRNXaFO/M00RtG5SdoFxumGKy2kUV//36tY0lsD8Ef4w0pCm0QXh5yDpg3+Fx6DtX72E49wPY1QTE/t1SN3lNMA+R12B3b7+dom4jYMmTxeZdt1naEDt8WTVFu7vqnjnJOrJnmS7pmOau9RlGffJEsRAcBJNUx2ahKdcj2hQxpVzPMdQaey0jcBHpKcSTgCmJaXwDEsqulhsIDw338VALh3n6yLsuNYpk/mkdL9rZ3T6BOIwxk9t7GwnUJrWyF9jUNXHfoi7P7DXEELuAUolpZD2+biOw7fKTB8rMdam/E+oa0LYEHZHkA9lYbG+XzGDmNi2U4HQG43g6jWSbIpI7pY2/VA3VGOL+6ok10hDVDyeheFC+EoHsajlDSoztzZhM5Yy+Jmd/knPPFrJOih1dTlqxP3nMaINdnTth/RxBzSQCwqVSh2pspc832A4p2RZW6tqr27oSUqae5zheiPVxhJ9ymXYNxDUKtmsidMiaLbsTQedsc9oE23opMx29ZpbFvK4SQakaqi1cArNRkCeB7DXkm6s9ynLEmBLf3Hfn6uvHLR/WEpEri0K8o4ulnCxMQb7HO8Iw394CAQc6uuPfV+sQAfbdr7aTpepEnyHTkK6JcyHxczWrbziCMOBrt8eGTAaW2FnqnkA6HZI2wXSohdRJXcaCuEqTR7dEDhdg9nZUgDtRYpvzsmooeR/M7fS+ZHrql+yoh2ebC/ZeRhB++nqjCFe4pG4/2wLOmBqULJeNwCGgluwDPU0ydhUxH5n0OadtRGa64uWssOwZmjhUFUqtXjeXeVRRnpGhEtM+DZcBfd7R/U8fZ3+28Zh01RDFZMyMLFGbubkvVxjD1DGtkCOjpkkEVKwhfWzU/ZXfVf26axY8+b6k2TJ8kK4aKiWCmkLcX5fIkDLkNHzWFyIFDVJcHnlX4BtcjZootqkT5wxQTx7Pm5TfvVK8lLL7KAPDJ0+e70VHPlgknzb18agKDlXFP5DyvS8CXl5DwqPHJj1on6JdWh/xQsed9MrRqV6DREC5S+p10sYUZQcjFttgN8+icw+AtNCbmKHOCCybIKUepPvvYMhO7ZsRZRnhHAa7xth7GUH42dRQwZFz3N0SWyQ//B1SdjLGGM47yt1FUdgUKoxFensAOPmAyaYmJPRgYvJ4KMgGOfkFfe9RM736JfuU+pYlnn85db9sdCDrzhnOee0MzBw/3IkGB1d2kM2NFZy60P3euqoMXF7UpEGVWBijuia1SFofcQWu/U3r9t1XMdn9VW9rc1YQ13aE+ZF1mqKpq43Alpgm3UYg4hrpNC0Ntb7070VImWmmxZIR1BrSTu6AqaOdmwl9PgOLXECDv/0QReqEqmetMCh000BJELFonhxVpLuH+mK1NObfMfdWY8Ou/Pt8IS/+Op3Rw9zcUfWTxQyxW6oLXFUGLu+pnE7RtHO1hS1w8/WX6vJkYhq9jVKfGIdaZv47IS1Iqh5xjfZyCvvnVNA5AzMkxuqyK5eZju5R56yjVxgr04syI/1AWakaqink3Y3PA5VVOqNamqJy30khJAKmSQS+ekdF/yyVm6jMnRjr7ou2U3WH/u2VClPUO76oEGozky7cBA51t+U7Dtf6LtFHlaBzMOzQNXWDYizmABB7UHURkUMVVZLWB20jMKiGCHq6q6lyoIyUCNR+zecIwkN2uvtocrhGOlGfXO2brpM8SJDFmyy+R/lfoNRYQ7l7cMNeywgEhK7SFbKbqLoz8psUsfeOuvtkDF7xi+h5ZNZbyzHfi/ZYECn8AhuBXcy3QVYRZDbMcS0mP/x2V76qIVv1pGrIUtdCQ8Tuocam2CE4rcpQ6wefPmGZt+8OVKFyFNCsbrnBswka6yk4TWOgVUNB2bbOZGa3uC+zCsk9+qjURtqo5EXa/evLG+fedRx16WUQQn6B/SQCSW2Rooe10pEWO10NYQrSRcE31pAwjge77aDsuPkTnPuzjyUeUx6/fdFUFulFoThdmwaO5L0xxeCnYLK9JPvxMBbDrPONfiZJKGg0RqSRtBFA7G4aXSLVPSaJgNi9h6vEpFEtiTrJdJJJolZGxJOH8lznNGPx2JotKWNl6beQEBPIvsnRkdb/+h3d1utFYe9lBA4vMIU4REOSm+uHdmyoSAxlW2dsTAtUTu5hGbzPEUg77OKDzhHSRoYuZHWQbkAU2b7SENgI5LHF+Xhd4BojyWaPEVDTSHLrwkyyAZ5+G+NnaUpVaaqvj0P9DNrHjCxom6yvjFdvb5Bg9MU5bT4mk9ez6H1stBzkUb2GNJqOxlryNxfw/mzeZV/oJ432T9GaBQPGCBhjpzHGXmCMLWOMXV7v/uXDOT72GDX5ijoRRngs4PIJXzlPrbIL9oSsJzWK15IiNo8en4L8fqTpe610pMVIDzvQatn5yeCcJyQ2H8bnbCwuSInLtC+UW6eN2Ygrmzt6kvkIyIXY0E/4uVXanCQXYDttN8YV1U644Jo93ggGKi3y8qc+XgaGVZs7ImYmJAhn1RDZd35MSstQtid7DTHGGgB8H8DpABYCOJcxtrCeY5B9s33SwTVKO3n9hXifR4RLsSDv7OpL7DZcFyEbjEHnZP17Ds8esk8m35vsTEbxGtJsBK4v7u7eamJXm0UFmAaXmaNHH7WBDDqXYAqURBF8jmxpFLKutX50jsBgIxBqIKr9lg5JgjXMHtU+Q0tADLRqyHjniQsuz7TCGNbv7MKk0S1Jw3Su+endNIG0oIx7urH4CADLOOcrOOc9AG4AcGY9BxB7DQFnHuZ+UEmWCNQdJ8OsthE4fr+JTnQEQ2ltqiRemstP3995PBRs4TMoY7Go96HXz83Vr6Ajq83EEG76yOuc6Yi2vX3VxEv3n2913y9UVE6A846a7dzWdYFwO1AWfPKQE1B1KZWMQHpWM/XAnEjGYgOTx6ReCcfMEnUFZHUFpVpx2VjJGfKyBJ37vw8f7dwnAzBr/HDFtVXQcj1PKlcrMmdx6n5jD3cfnQZgjfR3e1gWgTF2MWNsCWNsycaNGwsfgOz2d9iMsTh2npvBVPb2qajrTFTuRCesOKq1SZngFQa887Xuh7tM/aWVB+Jy+D38/HTG3AwR7fCTYjKvmTXOmY5o29NfTSwO+09xO/MRHCiTGSywcJ/RiXSH5jE4DpbQIeuQnwWHaQFRd8PUTt02t/RL6aoZ005e/aRoNSj3lZZg5FLbhkQ+5JW205aLXztbPQSqr5dXv+swpaF8lkPuP03CnDd5JADgwH3ieZcnfaqO0n00BZzzazjniznniydOdNtl+6C/qgrQzgu4rBpSxG8o9NIgdlK60TmPvl4wt9iPm1AJhGVbOnqiuPZF2QhoI2922hNHtuSyl1D3dWeXm9eRa1RasbAInfOstuTJZ9mQG4wlSUdfgGUXYrfTyyyqqx+mo/pMsxHQtJPj1+nKKtfj5k/E2xZNw+fPOihJEwh36DxysojfoZjoZ98Ub07SMrMB8fNQ3Lyla3q4Dnnun3vEjAT9ExdMwp3/8nqcLSVukiXfvEibZ3u0jQDAKwDkuz49LKsbxCIoPl0jcTZFJ4v1XVPMIFywNdSz6m6oWfMjJMoN9cX70TaiOV0n64n4BWFOKhMTNoWeFJVKHCE1C0OhdrUjHBMRuYYnFuv1lNHDcP0FR+Dqdy0y0pJj3Xz33EX48PH74oozDsB/vSVWd4nfedpBUwAEnk4cYuG0jFfa8VYJ1ZDuXpmm27fNSUpNIiStmx5vx0/uXxn1+c13HqYENxRYtbkTjAVG6Xf86EGlT3nsLZLKi3oksbHYfB5i+cYOMABrtuzGhdcvUfqSaZ6wgE43O3/yKNILq4gNVKrXUp1kgoFiBI8CmM8Ym8MYawbwLgA313MAQkc/Pjz+7roAU6dexd+A+6I6Y/ywqJ08n4owFNsOOYkxD2tuwLjhzdEYioC8U9q+OxlfxhWzpMilEeO17EIpmBYG15fX12uIMeD4/SZiZEuS0ciUxKL+lkP3weWn748Pvn4u3n/MnIRk2tLYgDcfMhXjo2fESHrQ2kV9MNUQefpBU8n6pmTuYyQ3XbuhPii75RPHRSU9fVXlLIzr/KI8zZSmDhIB2Y4okM+8GNsY+inqfQn63IslAs55H4CPAbgdwHMAbuScL63nGPTTjLYDKTIapVhDSggD8ek4SWSjs7zoFObbb9QBx5JLPP5i+pQXDLELzBRiQlIRjBuR9P13ocg5MKwpXgh9DwG5PgcRUM1WXT9Q5qIaCr4z5RDaR07YF6cfNAXvOiK2IYkFVzBeIXUwMNz6yeNw7fmLAQRz7KzD9onaiTnXV6UZpqzOEWU/fO/h+MAxs5XYXOLajPHDldDXCk2T9KH9XSFugnw/bLzZJa+Cej2cq9I77OtKWoyNwH69XozAP6FsQeCc3wLgloHqXz/E4puybv3OLoxolm4fS3yxotGQjCbP5OLaJwU51j8liueBvOvOo3aKGUr2sw4c0GINRcSd4GpL+PKtz2slyQ7EPb/gukexu7ef/C1UduYKA1Zu6sDKTR0AgLaRLfjhe1+Dh1ZsjuqIeTw59OS59MYnAQDzJo3EjPHDMUOK1qqqe4Lvb/vB38nfNWZYE6aOacXa7V3oCXX4s9pG4D/fciBufHRNgg7gP49MeQ5MZGxRW6O5bzy5rbYlJQLL+KnUn8V4DaVIBLl7cBxHnfoZdNDdyFyxNYxpss/YYQYbgRsdWQet7nr8xmPbbVGkKG+JoiRdeadE7XDd6QSfFQNDcWEKVU7n7XW9v5SKxwbr8w8L27fuBgBs2pk8TUpKBMa+YgijcpN2sva+lzZZG5p213L/IsvZio0dhpG4zR3XOUDttOVn2NmTZM6mUBlpY6DeA9vc0CU1imYWpGkgy1SVNYar77KO6WODHVZThY415Do3GpSX0m0yusI2edR4QAVLBFIfeWjLbX0WSBlTx7SqL5nnc/bNZWtXDal/64u2Qsepr7iWYASNWieUN0paHgG9jssgTYu2oboV4p3c0hEHkJPpUyHXs05dQVcJC+NITMSsKuK1yZIzuRbYaxlBbOTzexANDfFOgmo6fZxb4hSR14DD7qHhCn0sjBlE6QL6MkERtyPG6N+JrGKiYvCkPbKfvG8xzlk8g5bYHMfg6j4a01c/ZejMncqKF7WXLvU6RKEVi6cea6eB6sOwgJMDsUCukk81pP4t7B37ThxJ9tVkOf2V9K5hlr/iccvegq7DF2q4YiQCO5E92lg8GKBLBF88+2CndnKqR0q9ctlpC5yyaDUoRqr4u1j4fv3Bo5zGo/TvMGnkxTpeZOMB/OR9i736VcYgiduURPCLC490pBOPNV4gY0Jp9+aUhZMVJiLT/On7X4tmy45cwFtFJzGvxDXtb333LreTn4UpWqrchY9EIMN4oMzaKiMcifZXg99rWvCpwHLiZ9hiDcn1BMTvl6UMV9VQFDCyEBuB/fqe7j464NDT480YPxwnLkg/uCZeuAoD1u/oisqbQq+j1qYGnHHwVLKtjAblPEJyl370vm1OmcpkfbpSbqgv+09TarFTPNI5JsYijYma4Md6hrs2hbNePHt8aowW0V7Hopnj8I1zDk1v6y0umSWOpLRmpi2rRToMIbfl1mIe64yAGn9VkjDyLGGuGcTicjc1VB9h75C7sjFQ3+VS3mxQfeloaUw6d5QSwR4ArnkNAW5qIjnEhCzCyrtMlzVE3tx098XiaVYbgdzOluw8YgSVeMfsktjdaViytBEWbSQMo66QmaROx2M4APSsWultizrYB/hFpZ03KZ5TLol0JobB4Rp01RAxoH6J3khDqI0pY+zRMAH1vspzxz8LnPq3yAEhu3LLzMIWajptxUx6DTHlU/9OURDwVRtax5XGCArryY69lhFQJ19dHm+jZCOQ/f/1LGOpdCTfRjn+TVZGIDcTiUmoQ1Gy8VVcdVGVuECVNoLvVMgFZ3qVWCJIqNucFvO4kixBuIj0vgf7ZGlIh76A0TkkeKJfFzUHN0gE1PjlsBUmg7XvImfT2wu4khT3QHbd3SplHjP1RdGnbGYyIhWpdBt2W6ILUPaVQk4Wp6mGSq+h2kK8FL7GLiXWkKw3VOwF6YTkQ0aKKKwcUnOfaBXGEjmLqWTtVPTRtGPurhCjlY3FWRibLNGYXPWcJALT8/FkIi6gdPwCTdrbTpEWz06uao+nGUB4veiMgDogKa8plJolGJvfwq4yLnrEZpURTVfW2/tkpAs+3RbO+PnGo3DtS/zm7Zb0mK5Im2fLN3bggWWEK3DB2GsZgZiz6s4p/SUQO3l51yv+jqh4qoZM4qkLHSHZiJhJQJpqKP6Mw2U4vPzpQ4H8brlGd7T3yVTm4tveyKjTIU4MFwFdIqD6jzYmnpKIUCvq6U2pKKuyRGCSeFy6l++rvInxSLXtTP/1Ulh35QCnXB92zVBTQ9LDj7IRLNzHHNlWbi7m0pQx9ElqH7jc76/f8ULuflLHUfMeBil0ryHA7eWPU1UyyYNIXUxdXuUGQ/A6X920mJSJoGKM3p3KJ6mLzL0q05ZtBFn8pOWXNIobr9HZ4XDyV1785fZ6WAUKlM+6DTbVkK7SoOqIIcmqmUdWbqH7ktoLqU/X+VML/V3PrY++NxrEQF+VmCxZmGwaRuNyoljMH70kgElyDUJxmJ9pS2MD9FlObVQoCVruQ6Ah2kAZqzujqE1YXuy1jKCD0AeOcciHq+QsjkJJG7YbFogXiEN9+bOe+JVTONokgtjF0+xxRMFltxer21R7gS/kU9+yTUOGS15nE4N1eYF9h22jqS+u1MtP2QiMfRG0bBFCBWQGaOrGZS7IGwwnm4aJjtZXnwhHLbVwMUZTpXKZTeUjk2xx8NID8s1tE628dXKPo+Y9DFKIhyiL7S6MQI59Y5oQLouUvFM2hZs4aNqYVDoyDVlHa0rNKMq6+6teE/qUA+gQvTI6Q/VUhTEzkzSgWVExCKNhr1HFNC6MGmuDonKTfmRrY7qXVNvIdPoybPacPk1tQ9WkErifvH/6PRdIuA8T9/042X3XMFwnJqkw1XSJwBViIZbno8IILG1t5wiGNzckfpd47+X71mQxllGqobpkKEMxkkfqOGrfxeCEmC+y2P6fb1mItxy6D90gRIO0wJkWqfNfNxuXnDLfTieaTOpkkGl97e2HYt+JI6x0qHZCTE5bnEzeD3f/6/GJ+t979+G44Jg51jHsE7oeBvRoJvO3T52I4UROAOq07cjWRlKXCwC/+uCROGS6nVGabAQn7T9JSXhC4UtnH4K3He6ewpTqUyChryfqCGmqwbBBUPtISo161a7epMRr0rHLyBMGfZ10rkaGaSHTi6nT/qZ3Q6dvY0HDmxsSfYn3XjF8WzygKAN5EQu0i+q0qMRR1nHUvIdBCmrSjWptwgXHzLa2ow5k6RO0ubGCj5ywr5WObD9UJ378fWbbcHwgZfEVB5AS84nZdxtjhzUZA+/tO3FkYpFtbWrANEOY4WjslfR7M7NtOBZOtaebFONqaWyI7o2+QE0fNxznHmFP6amoMDTp4KLj7PmZxwxvSmV8MlqbRd6E5E3XjcXbOpK2qOhZVOgxy1BVQ2E7rS61oKth02naedQQU0bTZxCMGxIHqYQ6HU7R9xVGYgYaEzV5UhlpFLBAu6mGcneT3kftuxjc8AkIBsS+xh09fdFLS750KQ9YeHms3d5l9D4C0ncdcyeIJC6SRGCJoyTvFLeFMeypiUZGyLQPJbo3srRB3QeqTPZ62h2pmOKxuYRuSPYjfc8w05WAZKl9ub+tk0cnDdHdYV/d0n3w2Z3r/U+kArS5LKp1WHRMiF1o40H0Sc/AeI8ZleNZYZfG091yscmAHlKIvgvHjCJulZu9qpQIag79JlMqChkTwpOcu7r7JXtBsl7awjB7QnBAqrefa4ZMv4cuGEpFEo83d/QkVE4C4mBVlUNKHpOsN5qwl6QNbXioeujui+8N9W5RHh6yx8bo1qaoQ5PqI6Bjh0nScoVPG6Z9UtdcIIcy2NxBn8pWh0XfZ8pA6vJ7XA6Uee+Epepfe/shUnG6xDNXDkDnJ1goUrneV7RRkSaWLTmVIqWEn92GWFA+cOH1RZ3zsfZR+y4GN/QHIdI3mjBeMlKKHRsllqY94Gixg/0FnZESzVSEGJAn+rCmBqzb0UW+sJNGyUG2zP0vnj0uUTZngt1eMT7MJsZ5HBKCGsOimUnaci3BoCoM2BDSocaYFtwvb9rP8Q4GaQFbjPpEmeV5D5P0+A+toN1HKVL6/aHuFzN8T2tnoyPDRT2z7yTzwk6qxyosciSw7oyJvk8P8z5TMG3iRApZK8I2eY3j8jjs3ZUSQe2h3ePJo1txx7+83lg99hiIJxG1+2KMkUbXiI5jSIrj5k/A/334aHOFaFzx95bGCqYaYsbIU1f2gNJx5ZsPTNyHExZMwp8+fqxxDPKEFZmxqB3mZW9cgNsuOU4po4xmDCxa7KkX5ph5E6zjkXW+lMrvvstow7XAjPHDcfsl5rkgw8ZznF7kyF6TXtV2PsSG0cOkMBuG+rVwVTQZ7ZNIhn0JSpNnfnT61JKs5l9Qr0UqR+1euqztok0RjKCj2xzWIuqvDuq6vZ4RUBNzv8mjLPXj7z+5b6WVthyUToe8QNoSvTPG8NrZ443XI72q7M8Nt93wH596FQA9oZsbK+R9cHVpvTs8vLRi067EtcaGCvafohqMqRPVjAF/+Ecwxle37Sb7sY0nLf7TjPHDU12GF0wxzwUZ8eG8bG8tJxZBkwebXCeOhpve7+Wn2z2lAFUNIatxTP27QK5uOiym1jcwKZMXFVgivIW8UaP6ktOhukA1YAef/QUcpR433N1lvZbY6xmB7y2Wn0meiSDvVoUqJA8Yk32pudnVTvq+KzydS6UAzAsRSdIlXDRALy6cx4ZjHzWNQJMSEZa+HyaXR29IzCtxyWOSyYvgIT7nSLQ+qD6VwHvG3XV8YbFhA5JHVWELocJTpCIj45AuUJt02zPJFLok/CwipIbNZTXqr5QIag/TRDAdCpNz075u37bM/TZ4MoL9DTtTKpy2ywTl4Km+9Hlw6an7Aciv3/zcWw8EkC0uu+KTbxjG/Elmqc0Htpc1uRt1o/PuI2fiYyfOs/Zr8hBLWzzMNoL0Or7IG57aJZtges5i2oaizwtzxFeW+L67gA2Ui8vqoJcIGGPvYIwtZYxVGWOLtWufZowtY4y9wBh7o1R+Wli2jDF2eZ7+i4DpHv/8oiPxzZQEJi4P6E8fP1aJMS+gLlLpdL577iJ8/qyDnMbC4fbyuRxm+c65i/DHj6l6+F9edCSuOe81KbRTSePb7zwMHwjPbYiRHD1XZa4u78CvHMZjYkg/u+BIfNWgAhH43T+/Dj98z+HWOrLtiOg8FdRiN6KlERccOydJjqDnHTbbuOu2q9Ns5ca+pO+2KL2mcy1xWzN90kZgY87MoZLWh/5dD/SXBXmM80Uir0TwDIC3AfibXMgYWwjgXQAOBHAagB8wxhoYYw0Avg/gdAALAZwb1h0wmBbMw2aMxdsOn54ol10fXRbSg6aNwV2XJo3G8ulEl7k4f/IonHfULON1hQbnqZOHOe7V33roPjhYO1x2zLwJVrsF4DbBz1o0LTq4Jp5DoxYp0oWhvW7eBJx8gD2zGjPM9CljWnHO4hnWtofPHIfTU7LOscQXP4hZ5SM9yCjq0JGbXzsNlxDQyqE2jZAIMWFKlGQOXpc8UMaYXRqNVUP28dra9lXzu486xZYa7BIB5/w5zjkVI/VMADdwzrs55ysBLANwRPhvGed8Bee8B8ANYd0BQ9Z7zJDv5ZMPrxR1QlG8iIFEYK/Pc2ZDTVvo4xSCbr2kqSrSfk/as6i1eG1XDbmrbfRrVF3ZNhUbmbU+HLYCaSjKbVE12pppXnDMHHz8pHm4kJCCAPtJ63ju05noTPfcdV5Qm5OsEsGbD4k3FZ1S8Mur33WYoUXtk9PUykYwDcAa6e/2sMxUngBj7GLG2BLG2JKNGzfWaJj+C4S888gVa7/gdUkTCLxe4SwvvO3wDUdxO1T3FzWFMRUxGAtsgciyGotNkHfMdF4Nh34c1D6+qiFz9FFZDSqXq2htasC/vmFBQiIQZI1zLuWn2y673jVKZba1I1timmPnTYjUxXIcqjMPo2Nb7SbiRhWNVEbAGLuLMfYM8a+mO3nO+TWc88Wc88UTJ6Ynlc+KtInQZvBWCaKPuvdzqpYU3qpTtuDgaWMUAyelVxWpKgWOmmtX42RBa1MFTQ0M5yxOqs/08dgg3EhFYnt5MeGIVVwuxuLWporR5dLJz96Qx1egqYHhyDn2e0ml/XS5E8Lon5AIyDMDyfaFqYacRptnA5SurjHB9hvTvIV8XVJtEC1OsxxYs6FtZEsk1ZniM8moh7E41bePc35KBrqvAJAVr9PDMljKBwRpN/mBy08C58ABV96WuOaj0vnuuYvQ3VvFoVfdEfSbURb7zYeOQoUx7P8f6niUcwSSRPD4f5yKUa2NmH/FrWLQ2TrWwBjDks+eiuHNDbhxSbt6De4L0wFTR+ORK07G82t3RmcGsuKRK04xJhdJ+9nPXXUaGEPivir0P3MKRsr3kqLvpGNPVqJSVZrpxYWbw11p1qBriXIHicAXMh3l9yXUWWl0zKohqs8iDd+UaujkAybjpS+cTs4HGxoq8cn7tJA2Qf1BbiOw4GYA72KMtTDG5gCYD+ARAI8CmM8Ym8MYa0ZgUL65RmNwQtpEaG1qw5Xt+QAAFIFJREFUwLDmpCgO+CX6bm1qwJjhbmElbBje3Ega0xKqobBg/IhmYyC9vAcjxwxrMtL2YZKTRrVG481juRjdahuPve2w5gajkVJgnOVe2uJO+dmAXIyH0pjCkChUhjo7DcMO2cWLJce6ZM3kZ1Q52ZP2BMbi0EbA5XLzOEweSi55l+XvaUEqSVqMRdEIfHKg1BJ53UfPZoy1AzgawJ8ZY7cDAOd8KYAbATwL4DYAH+Wc93PO+wB8DMDtAJ4DcGNYd8CQ5x7nCQZV1KOVT6RGB8pQH08DG8TkdWU2YvcW1C9+7DU3FmufyjUfG4GuGqIYC9HO9/cZJQKlb5q5mdq6POo8oTj8Q0zQ3011XKHfj3e91ux1dgThXdfAGK457zWYMroVk0apqqErzkie7Rn0jIBz/nvO+XTOeQvnfDLn/I3StS9wzvflnC/gnN8qld/COd8vvPaFPP0XAV9Dqa9ro5mOeQfpA9JG4OA+WkTfNvhKs70FuOLZUHuvIaZ8KtcSdZPto3MEKW1NfdTCfdRD2+VM03ayON1GQFeoVjk27KAjtQq6pr6c54XF3vDlfzKfQ7mRiBNWYQxvOHAKHvrMyUq0WQD44Ovn4uxFqtE4g9DhDbfz/3swXOfBF84+CGu3deX2Gvrq2w/B0+3boxc3q3rm4tfPxcKpo3HjksAJSx6KrBoSePeRM7Fg8qjMOmUbzlk8HQunjlbc6XzvzeEzx+GI2eNx6an74abHizcbuY7mC2cfhE077d4g/3zCvvj1Iy9ja2ccIyoOYkb07XErsh4w8p2KZp25i17dV/qgaSbcag3tozMWhgo7uvoSWeBMqVojmtEBProvHS72BhNaGitKyGr1LEWS2In7T8Lvn4jfgUEvEewJcL3J7zlyFv7tjQuivxmAEZbIlSacs3gGPn/WQbkf7mfOOABnLaLdzQJvG5X+F88+GOe/bnbCllAEvvr2Q/F+KZuXyzkGHWOGNeHGDx+txLehGFpWuNJ5z5Gz8MmUNKOXnbY/Pq0FcCtKwkvuXAkJI7cdwk0SjsOpFLcQybT0fAtp/ZjemYmjWiKjqyk7tO0wWhE4YYHZs3FWmxou3ZaICkgyxJIR1AG+t1ieaP9+2v7Z+y3o2arulnGZ0de7hmOREdkIctIpilkVbjMxkKNfWredL+Cmj1cXcW6slxdiLC7qKhvUvMPx9320GFtpdG2hJyjNIqXm0q9liT5KjeOa8xbjqf96A9n2B+95DX78vsXRxjEtvMypCyfj82cdhKvOPJAefA1QMoKsN5nRWbxcYfMy8cGr23eL4USw7chNXhFFoEMKwpVnF9PatGdNSy9jscMpZF0NCGQwFvuMyVOXr6PREAXWNS1rnLDGMD4w0tvMNkzf+ybXopo0N1aUZFMy5k0aiVMXTiZdhKn+W5sacN5Rs6KMf3XgAyUj8N0pHjlnPKaNHYZzj5iZ6wGNG9GMCSObcckp++WgEtgKACjZwwJjMT264+ZPxOjWRhxvEWWzQhyaO3n/SbmMl6ccMBkTRjbjqLnZo7sOFFy9fMwE/Pqj8vwG48i/fLDo042WU1IXyyKY1o8xtSUj+mbaPdBtASYbgVNimnxQmKFlBbbl6y4ae72x2Bczxg/HA5efBCDf7npkSyMeveKU3A/5PUfOwnuOnIWv3PZ8VGbzwDxizng8+Z9vAGMMT7dvz9W3jgP3GYOVXzoDjDE8uHxzZjrHzJsQ3Zslq4J0jfkiIxUP01Nz0r1bqrgsjqpEYDqRXAAMRMzjdwg6Z/vxKYM2NQ3ibNnImkMsur5/VBhqX4i4QqpUZKZlUs3VAnu9RJAHeRfxwjk9jz/tE6x2UythNM24fhdlfK03XAy51jALnvTSPGqM/TjUjxbPBJPJ/lBsi2DamGyXq9GBMinonNN4HCpptGxNPvT6uZjdRufSFqfeJ0p5w22nhreHXmkuWczyopQI9kBwuL0Evf219d0H8u/ki8gCVU+km4pT2jtUlteOzDaCnJJLVihB5zylGLPnD8gNB7P0FY9HvWCary60AODTZxyAy07bH7cvXRed+hb4xUVHYM2W3YqRvLWpAZ990wE4fr+kqvasRdOwu7ca5eyoJfZaRvCJk+fj1qfX5qbT0ljBopljc9OZNnZYLuOzPDernDu9xJPCgFd6/uAiIJLCH73vhFx0JowMdk+HzRiXqf3UMa1Yu72gdJQSfNwR8xiL0+oYVUMZ1SxqPwHc4h+5QY1E6mfXMDkRMJbkA0zry6zK80faOBsqDGcQ+SteM2s8XkOkFLnouLkknbHDm/GRE/bNMEJ/7LWM4NJT98MlJ9v9xV3w10+diAkj/fPp6rj5Y8dglMHrwBeuYajfcshUHDp9DGa1jUiv7IlDpo/F3z51ImYaxGRXnHLAJNx32YmYMT4bndsueX1NPaV05DckavRI1VD83WQsLhKuB7+caElreeK3prRtNFhWqeT1QHyftu/uTVxbv7MrHIOjjaAumvqBw15tI8gSglbHlDGtintcVrSNbLHG+HeBnJzDxQ7AGKsJExDIywSAYIxZmQAQHFQbOzw/o3YF7TXkJRKktlVKDN4vqd24SASeRF34bcWiY8kqxVSYYh5LYFhzQ6Jc5AnXaW7YaQhVsWfzgb2bEeyp8E1MU6I41EM1BEIi8I6Z5aSCCj+1qvky29HfAfOOXx9Popwx0pYk4vgwADu7VKkgPsejUh3VsncqSUpGsIcgccio5AQ1RR51k81I76Lrp2wEjdqqWsTjNzKwHJzAlry+KSU2vy0fgf48GGNR/S2dPZg6RjvFzMR4VFpy6kiq/p6KkhHsodjTdZpDGTYVoItdlrIRuCQ4MdEwjyWopOvR9QBvAps9UzcmmV4KI7BcsIVOGdGcHG9nd7Dgd/WqTNk0hD39bSoZwR6EKB+Bo9dQiezw2RTrz8KURQ1ws1vJNbK7j2avm+ccipzIZVtn0ohrHYfNBTSa+1L9qE+GNVs6lTbPrdsBANjVrY6hKIeNoYaSEeyBKDJ5fAkaPqohH68bl0VXPVBmch8tYAIYSORJnSi37fM8x2JTDVVJryFZhaZemxy6Th85xxzGRM4nPNCJnmqNvdMysgdC1RuXqqFao6fPfRHT15Ddvea2ck4HIP2AWpzQpnjVkGkQaSlaP3z8vjh42hjr9ZP2n4QHlm0CABw9tw2HzDDXv+kjR+OWp9eZh8eSCz1DcCL3g8fNwdsOn46f3r8SAHDWYftgyphhuOPZgJ6uUvvZBUf8//buPTar8g7g+PdHL2+x5VIEqrZc2tERrpOuQ1AnThEKopXNLTgzFF0MTqNuiQbWGaeby9zMMo1O43QXFwc6xpQYFXAz2ZIN8LYhF4EKk0sUmc7LTCYr/PbHed72vO973kv7trTnnN8naXrOc857et6nz3t+73luh1Vb9nPsuKZM8x71T5MFgggqdECZ6bldhz/q8WvTG3b9KhOp1UaFjiPo/v+7gBdkuenJ94jW5XMacnbZXbHAm779L3uOADD7UydzQ44xPd5ArMxHPiZlnX1UhLYLJwNdI9TPnDCSrzSPYf12LxCkP3N4au0w7lw8LevfiiqrGooQf19qCwR9K19XR7/0/0WudoCGUVX5j+e7iKc/6jApfXqDfOeUy9i0cRzJ6p1sc+AUOj6n43juh9IXKvWOIDh6Javykm0px44H97bKpthzHOjsjiCC+uoB8KbLUVe/PXfS6KzTaPxq2ed47+OjKRfuZWeN5/IzxmY9bkY3UBHaFk6iebxvig3fLmuvPZMNOw5T4WuA/tqscSzPMjXBA5c3ZQyAXDp7HI/+7c2MfYcOLuWacxq45PTUJ+ElL6bpF8fLZo5h1ZYDgY3h9SMrGe2bbA1gxhhvapZc1UjpRg1J8Jm61P0lz+yjAHMmjmLtq4f4dE2VO9ex3PXc63kDZlJFWQmDBL7YVFfwuYZJUYFARH4MXAQcBd4Alqnq+27bSuBq4Bhwg6qud+ktwD1ACfCwqv6wmHMwntRveFY11Nc6OgNBDUtmBl/Yz504GoDdrhqpKlHKbRdNyXnc9KoK8B5o7uf/3zbWDKGxZkjK9u9dMjXr8Re4OXD2HvkP4HUquHn+xMBAICJ8e+GkjPRsg7F+sHgad7RODXwPz974+YzAMW/KKWy7fT5V3RjE9eebv5Ax3iB4HEHq61pPr2XupBoq3d9aPqeBpbPHda4XYvvtLUWP/h+oin1XG4Gpqjod2A2sBBCRycASYArQAvxMREpEpAS4H1gATAYuc/uaXmQji/teh2vUDbropUv+LwqpXShkn94ZLOYdpTJR2u0eMckLenqjsYhkzY+KspLAbd0JAuBNF5F+RxPUWBzEf9EXkW4FgeTfjmoVUVF3BKq6wbe6CbjULbcCq1X1E2CfiLQDM922dlXdCyAiq92+O4o5D+NJfiuyNoK+t7iplg07DtM0LnNW1Amjq5hyWteMridXJSgdJFx9dvAskwBfaqpj0953C7ooV5SVMPyksowqm2m1w2gcnb+NwTuncoZWlHL9eRNIlA5i2OAyFk3PnDEzyIjKchKlg1g+J/v7OZH8s4+ewPkFI6U32wiuAh53y7V4gSHpoEsDOJCWfkbQwUTkGuAagLFjs9epmkyq2qezURrvkZ9bb5sX2DC64aZzUgLxiMpydn1/Qc5vk3d/eXrBz14oKxnEy9+5ION4T113VsFfAIZWlLH1u/M711+59YKCx54MG1zGzjtaemXSxt6QbfZRU7i8gUBEngdOCdjUpqpPuX3agA7gsd46MVV9CHgIoLm52f7LeaT0Lceqhk6EbBfCoPR8VQoiQndmiQg6XjEX5u5WeQyUIABedVp6ELVxNN2TNxCo6txc20XkSmARcL52heVDwBjfbnUujRzpppeoRn8kpDGdCug1ZHIrqrHY9QC6BbhYVf2TeawDlohIQkTqgUZgC/Ai0Cgi9SJSjtegvK6YczBdkh+GoOH2xkSVv9eQlfyeKbaN4D4gAWx030A3qepyVd0uIk/gNQJ3ANep6jEAEbkeWI/XffQXqrq9yHMw6dQai018WFkvXrG9hibk2HYncGdA+jPAM8X8XRMgZSIyqyM18TFIJHOuISv+3RLN0RExZ9NQmzjJNvuoKZxNMREhqtD2h9f4pOO43Q+Y2BCBv77xLrc+uY3DH/63v08nlCwQRMTU04YysirBc9veprqynOluHhdjoi5ZDbr6xf0MqSijrnpwxkR5JjcLBBExb8opzJsSNNzDmIhzt7/nThzNz5c29++5hJS1ERhjQi05ti19MjpTOAsExphQS1YNlXTjGREmleWcMSbUkj3kygbQtBdhY4HAGBNqyUCQ/vxhUzgLBMaYUOt6YppdznrKeg0ZY0LtqzPHMrSijMUzavPvbAJZIDDGhNqCaad2PoLT9IzdSxljTMxZIDDGmJizQGCMMTFngcAYY2LOAoExxsScBQJjjIk5CwTGGBNzFgiMMSbmREPwiDcROQK8WcQhRgL/6qXTiSrLo/wsjwpj+ZTficqjcao6Kt9OoQgExRKRl1TVnliRg+VRfpZHhbF8ym+g5ZFVDRljTMxZIDDGmJiLSyB4qL9PIAQsj/KzPCqM5VN+AyqPYtFGYIwxJru43BEYY4zJwgKBMcbEXKQDgYi0iMguEWkXkRX9fT59TUTGiMgLIrJDRLaLyI0ufYSIbBSRPe53tUsXEbnX5c9WEWnyHesKt/8eEbnCl/5ZEXnNveZeEQnlg2JFpEREXhWRp916vYhsdu/rcREpd+kJt97uto/3HWOlS98lIvN96ZEodyIyXETWiMjrIrJTRGZbWUolIt90n7VtIrJKRCpCWZZUNZI/QAnwBtAAlAP/ACb393n18Xs+FWhyy0OA3cBk4EfACpe+ArjLLS8EngUEmAVsdukjgL3ud7Vbrnbbtrh9xb12QX+/7x7m1beA3wJPu/UngCVu+UHgWrf8DeBBt7wEeNwtT3ZlKgHUu7JWEqVyB/wa+LpbLgeGW1lKyZ9aYB8w2FeGrgxjWYryHcFMoF1V96rqUWA10NrP59SnVPUtVX3FLX8E7MQrrK14H2rc70vccivwqHo2AcNF5FRgPrBRVd9T1X8DG4EWt22oqm5SrwQ/6jtWaIhIHXAh8LBbF+A8YI3bJT2Pknm3Bjjf7d8KrFbVT1R1H9COV+YiUe5EZBhwDvAIgKoeVdX3sbKUrhQYLCKlwEnAW4SwLEU5ENQCB3zrB11aLLjbzhnAZqBGVd9ym94GatxytjzKlX4wID1sfgrcAhx36ycD76tqh1v3v6/OvHDbP3D7dzfvwqYeOAL80lWhPSwilVhZ6qSqh4C7gf14AeAD4GVCWJaiHAhiS0SqgN8DN6nqh/5t7ttXbPsMi8gi4B1Vfbm/z2WAKwWagAdUdQbwMV5VUCcrS1KN9w29HjgNqARa+vWkeijKgeAQMMa3XufSIk1EyvCCwGOqutYlH3a34rjf77j0bHmUK70uID1MzgIuFpF/4t1qnwfcg1eVUer28b+vzrxw24cB79L9vAubg8BBVd3s1tfgBQYrS13mAvtU9Yiq/g9Yi1e+QleWohwIXgQaXQt+OV7jzLp+Pqc+5eobHwF2qupPfJvWAcneGlcAT/nSl7oeH7OAD9xt/3pgnohUu28984D1btuHIjLL/a2lvmOFgqquVNU6VR2PVyb+pKqXAy8Al7rd0vMomXeXuv3VpS9xPUHqgUa8xs9IlDtVfRs4ICITXdL5wA6sLPntB2aJyEnuPSTzKHxlqb9b3vvyB68nw268lve2/j6fE/B+z8a7Vd8K/N39LMSrh/wjsAd4Hhjh9hfgfpc/rwHNvmNdhddo1Q4s86U3A9vca+7DjU4P4w9wLl29hhrch68d+B2QcOkVbr3dbW/wvb7N5cMufD1eolLugNOBl1x5ehKv14+VpdQ8uh143b2P3+D1/AldWbIpJowxJuaiXDVkjDGmABYIjDEm5iwQGGNMzFkgMMaYmLNAYIwxMWeBwBhjYs4CgTHGxNz/AbIVeiMtLdF7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_plc_bycsv_no(plc_03, 1, 37, ['x'])\n",
    "plot_plc_bycsv_no(plc_03, 1, 37, ['y'])\n",
    "plot_plc_bycsv_no(plc_03, 1, 37, ['z'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 提取特征，进行聚类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "plc_01 = joblib.load('../2.1preprocess_train_data/train_plc_RULR/train_01_plc.lz4')\n",
    "plc_02 = joblib.load('../2.1preprocess_train_data/train_plc_RULR/train_02_plc.lz4')\n",
    "plc_03 = joblib.load('../2.1preprocess_train_data/train_plc_RULR/train_03_plc.lz4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from tsfresh import select_features\n",
    "from tsfresh import extract_features\n",
    "\n",
    "kind_to_fc_parameters = {\n",
    "    \"x\": {'median': None,\n",
    "    'standard_deviation': None,\n",
    "    'maximum': None,\n",
    "     'minimum': None,\n",
    "    'mean_abs_change': None,\n",
    "    'skewness': None,\n",
    "    'kurtosis': None},\n",
    "    \n",
    "    \"y\": {'median': None,\n",
    "    'standard_deviation': None,\n",
    "    'maximum': None,\n",
    "     'minimum': None,\n",
    "    'mean_abs_change': None,\n",
    "    'skewness': None,\n",
    "    'kurtosis': None},\n",
    "    \n",
    "    'z':{\n",
    "        'mean_abs_change': None,\n",
    "    }\n",
    "}\n",
    "# minimal_parameters = {\n",
    "#     'median': None,\n",
    "#     'standard_deviation': None,\n",
    "#     'maximum': None,\n",
    "#      'minimum': None,\n",
    "#     'mean_abs_change': None,\n",
    "#      'mean_change': None,\n",
    "#     'skewness': None,\n",
    "#     'kurtosis': None,\n",
    "# }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tsfresh.feature_extraction import EfficientFCParameters\n",
    "# EfficientFCParameters()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def gen_plc_points(plc, window_size=20):\n",
    "#     plc_tmp = plc[['x','y','z']].copy()\n",
    "#     plc_tmp['sort_col'] = plc_tmp.index\n",
    "#     plc_tmp['id'] = plc_tmp['sort_col'].apply(lambda x: int(x/window_size))\n",
    "#     extracted_features = extract_features(plc_tmp, column_id='id', column_sort='sort_col', n_jobs=48, \n",
    "#                                   default_fc_parameters=settings, disable_progressbar = True)\n",
    "    \n",
    "#     plc_tmp_1 = plc[['RULR','CL', 'CLI']].copy()\n",
    "#     plc_tmp_1['sort_col'] = plc_tmp.index\n",
    "#     plc_tmp_1['id'] = plc_tmp_1['sort_col'].apply(lambda x: int(x/window_size))\n",
    "#     extracted_features_1 = extract_features(plc_tmp_1, column_id='id', column_sort='sort_col', n_jobs=48, \n",
    "#                                   default_fc_parameters={'mean':None}, disable_progressbar = True)\n",
    "    \n",
    "#     result = pd.concat([extracted_features, extracted_features_1], axis=1)\n",
    "#     drop_cond = (result['CLI__mean'].values%5) != 0 \n",
    "#     result = result[drop_cond==False]\n",
    "#     result.reset_index(drop=True)\n",
    "#     return result\n",
    "\n",
    "def gen_plc_points(plc):\n",
    "    '''\n",
    "    提取x,y,z的特征\n",
    "    '''\n",
    "    plc_tmp = plc[['x','y','z', 'CL', 'CLI']].copy()\n",
    "#     plc_tmp['sort_col'] = plc_tmp['CL']\n",
    "#     plc_tmp['id'] = plc_tmp['CLI']\n",
    "    extracted_features = extract_features(plc_tmp, column_id='CLI', column_sort='CL', n_jobs=48,\n",
    "                                  kind_to_fc_parameters=kind_to_fc_parameters, disable_progressbar = True)\n",
    "    \n",
    "    return extracted_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%time\n",
    "plc_points_01 = gen_plc_points(plc_01)\n",
    "plc_points_02 = gen_plc_points(plc_02)\n",
    "plc_points_03 = gen_plc_points(plc_03)\n",
    "\n",
    "plc_points = pd.concat([plc_points_01, plc_points_02, plc_points_03], axis=0).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# joblib.dump(plc_points,'./plc_points', compress='lz4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans, AgglomerativeClustering\n",
    "X = plc_points.values\n",
    "n_clusters = 4\n",
    "# kmeans = KMeans(n_clusters=n_clusters, random_state=0).fit(X)\n",
    "\n",
    "ac = AgglomerativeClustering(n_clusters=n_clusters).fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fd2ec3db208>]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "# plt.plot(kmeans.labels_)\n",
    "plt.plot(ac.labels_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "plc = pd.concat([plc_01,plc_02,plc_03], axis=0).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fd2e1699978>]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(plc['x'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_plc_bycsv_no(plc_01, 1, 48, ['x'])\n",
    "plot_plc_bycsv_no(plc_02, 1, 48, ['x'])\n",
    "plot_plc_bycsv_no(plc_03, 1, 37, ['x'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as  mpl\n",
    "\n",
    "mpl.rcParams[u'font.sans-serif'] = ['simhei']\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "from sklearn.decomposition import PCA\n",
    "pca_2 = PCA(n_components=2, whiten=True).fit(X)\n",
    "X_pca = pca_2.transform(X)\n",
    "\n",
    "color = ['b', 'c', 'g', 'k', 'm', 'r', 'y']\n",
    "for i in range(n_clusters):\n",
    "    cond = ac.labels_ == i\n",
    "    plt.scatter(X_pca[cond,0], X_pca[cond,1], c = color[i], s=20)\n",
    "    plt.title('总的分布图')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "plc = pd.concat([plc_01,plc_02,plc_03], axis=0).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 探索哪些提取的特征能更好地反应刀具的工况\n",
    "# plt.figure(figsize=(20,10))\n",
    "# plt.plot(plc_points['y__median'])\n",
    "# plt.figure(figsize=(20,10))\n",
    "# plt.plot(plc_points['y__standard_deviation'])\n",
    "# plt.figure(figsize=(20,10))\n",
    "# plt.plot(plc['y'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
